This is JS which only admins can use:

if(localStorage.getItem('theme') == null) {  
   localStorage.setItem('theme', 'dark');  
   document.documentElement.setAttribute('data-bs-theme', 'dark')  
}  

Put it into the ‘Additional JS’ field in /admin/misc.